Dataset statistics
| Number of variables | 27 |
|---|---|
| Number of observations | 10000 |
| Missing cells | 60000 |
| Missing cells (%) | 22.2% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 2.1 MiB |
| Average record size in memory | 216.0 B |
Variable types
| Numeric | 11 |
|---|---|
| Categorical | 10 |
| Unsupported | 6 |
UPN has a high cardinality: 8466 distinct values | High cardinality |
EntryDate has a high cardinality: 381 distinct values | High cardinality |
EnrolStatus is highly imbalanced (59.2%) | Imbalance |
TermlySessionsUnauthorised is highly imbalanced (52.9%) | Imbalance |
Surname has 10000 (100.0%) missing values | Missing |
Forename has 10000 (100.0%) missing values | Missing |
Middlenames has 10000 (100.0%) missing values | Missing |
PreferredSurname has 10000 (100.0%) missing values | Missing |
FormerSurname has 10000 (100.0%) missing values | Missing |
DoB has 10000 (100.0%) missing values | Missing |
UPN is uniformly distributed | Uniform |
Surname is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
Forename is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
Middlenames is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
PreferredSurname is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
FormerSurname is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
DoB is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
TermlySessionsAuthorised has 1108 (11.1%) zeros | Zeros |
T_Reason_I has 515 (5.1%) zeros | Zeros |
T_Reason_M has 2088 (20.9%) zeros | Zeros |
T_Reason_S has 246 (2.5%) zeros | Zeros |
T_Reason_T has 2399 (24.0%) zeros | Zeros |
T_Reason_E has 1870 (18.7%) zeros | Zeros |
T_Reason_C has 821 (8.2%) zeros | Zeros |
T_Reason_G has 2024 (20.2%) zeros | Zeros |
T_Reason_O has 538 (5.4%) zeros | Zeros |
Reproduction
| Analysis started | 2023-06-26 14:06:05.062761 |
|---|---|
| Analysis finished | 2023-06-26 14:06:37.117372 |
| Duration | 32.05 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
Estab
Real number (ℝ)
| Distinct | 9627 |
|---|---|
| Distinct (%) | 96.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 188989.9 |
| Minimum | 70935 |
|---|---|
| Maximum | 293861 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 70935 |
|---|---|
| 5-th percentile | 131680.8 |
| Q1 | 165190.5 |
| median | 189063 |
| Q3 | 213070.75 |
| 95-th percentile | 247181.15 |
| Maximum | 293861 |
| Range | 222926 |
| Interquartile range (IQR) | 47880.25 |
Descriptive statistics
| Standard deviation | 35240.095 |
|---|---|
| Coefficient of variation (CV) | 0.1864655 |
| Kurtosis | -0.10287921 |
| Mean | 188989.9 |
| Median Absolute Deviation (MAD) | 23927.5 |
| Skewness | -0.021856215 |
| Sum | 1.889899 × 109 |
| Variance | 1.2418643 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 201588 | 3 | < 0.1% |
| 230185 | 3 | < 0.1% |
| 177894 | 3 | < 0.1% |
| 145128 | 3 | < 0.1% |
| 174391 | 3 | < 0.1% |
| 213330 | 3 | < 0.1% |
| 205158 | 3 | < 0.1% |
| 213973 | 3 | < 0.1% |
| 187220 | 3 | < 0.1% |
| 223624 | 2 | < 0.1% |
| Other values (9617) | 9971 |
| Value | Count | Frequency (%) |
| 70935 | 1 | |
| 73913 | 1 | |
| 74243 | 1 | |
| 74253 | 1 | |
| 74425 | 1 | |
| 74938 | 1 | |
| 75052 | 1 | |
| 76770 | 1 | |
| 77109 | 1 | |
| 78374 | 1 |
| Value | Count | Frequency (%) |
| 293861 | 1 | |
| 293626 | 1 | |
| 293038 | 1 | |
| 292556 | 1 | |
| 291252 | 1 | |
| 291115 | 1 | |
| 290916 | 1 | |
| 290598 | 1 | |
| 290294 | 1 | |
| 289495 | 1 |
UPN
Categorical
HIGH CARDINALITY UNIFORM
| Distinct | 8466 |
|---|---|
| Distinct (%) | 84.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| 9eb8a424-6cdc-40bb-b844-cec8ef1f6f33 | 4 |
|---|---|
| 7782f03f-6e27-4cf8-b860-cb3729c32e5a | 4 |
| ce4b57a5-15eb-4327-ab22-088e92dbc40e | 4 |
| 5603f46e-d90f-46cc-9b50-a11eee6f1d3b | 4 |
| 9e959a19-7e83-4954-90ad-457e534ea90d | 4 |
| Other values (8461) |
Length
| Max length | 36 |
|---|---|
| Median length | 36 |
| Mean length | 36 |
| Min length | 36 |
Characters and Unicode
| Total characters | 360000 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 7109 ? |
|---|---|
| Unique (%) | 71.1% |
Sample
| 1st row | 8e723ac2-3b26-497b-b5a9-601a01de2bfc |
|---|---|
| 2nd row | b13d4cd0-492b-46d7-bc6f-f9e0d8ca2dc2 |
| 3rd row | 570fcc9e-3ed9-41a8-9c72-962ae82e4158 |
| 4th row | 6d69c5f6-0e16-423f-8998-35ee0bc5f4d6 |
| 5th row | 45d9387d-8872-4181-bf76-de60d6c44185 |
Common Values
| Value | Count | Frequency (%) |
| 9eb8a424-6cdc-40bb-b844-cec8ef1f6f33 | 4 | < 0.1% |
| 7782f03f-6e27-4cf8-b860-cb3729c32e5a | 4 | < 0.1% |
| ce4b57a5-15eb-4327-ab22-088e92dbc40e | 4 | < 0.1% |
| 5603f46e-d90f-46cc-9b50-a11eee6f1d3b | 4 | < 0.1% |
| 9e959a19-7e83-4954-90ad-457e534ea90d | 4 | < 0.1% |
| ec2930da-189f-4ad2-8a1a-6dcf87bc3678 | 4 | < 0.1% |
| a05923ec-ec70-44eb-99a7-f0bd78df253d | 4 | < 0.1% |
| 0a685410-b1a9-4c58-b4f8-8d3e7f173cba | 4 | < 0.1% |
| a6b24ba5-88bf-4983-aa67-cecd3a567e6b | 4 | < 0.1% |
| cce63be2-4ee7-4860-9f96-7f75ce967d0d | 4 | < 0.1% |
| Other values (8456) | 9960 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 9eb8a424-6cdc-40bb-b844-cec8ef1f6f33 | 4 | < 0.1% |
| a6b24ba5-88bf-4983-aa67-cecd3a567e6b | 4 | < 0.1% |
| 7782f03f-6e27-4cf8-b860-cb3729c32e5a | 4 | < 0.1% |
| 53589977-12ca-43c7-babc-90d99b490894 | 4 | < 0.1% |
| 794d5f8a-7d75-4149-b9c7-e7d553f9aced | 4 | < 0.1% |
| 8b07b5f7-f384-46d7-a91c-11f1142d5377 | 4 | < 0.1% |
| cce63be2-4ee7-4860-9f96-7f75ce967d0d | 4 | < 0.1% |
| 77bfd15a-6fc2-4e57-bce1-eee6dee475c3 | 4 | < 0.1% |
| 0a685410-b1a9-4c58-b4f8-8d3e7f173cba | 4 | < 0.1% |
| a05923ec-ec70-44eb-99a7-f0bd78df253d | 4 | < 0.1% |
| Other values (8456) | 9960 |
Most occurring characters
| Value | Count | Frequency (%) |
| - | 40000 | 11.1% |
| 4 | 28961 | 8.0% |
| 8 | 21341 | 5.9% |
| a | 21287 | 5.9% |
| 9 | 21035 | 5.8% |
| b | 20951 | 5.8% |
| e | 19024 | 5.3% |
| c | 18973 | 5.3% |
| 5 | 18804 | 5.2% |
| 3 | 18800 | 5.2% |
| Other values (7) | 130824 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 202743 | |
| Lowercase Letter | 117257 | |
| Dash Punctuation | 40000 | 11.1% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 28961 | |
| 8 | 21341 | |
| 9 | 21035 | |
| 5 | 18804 | |
| 3 | 18800 | |
| 0 | 18798 | |
| 1 | 18785 | |
| 6 | 18784 | |
| 7 | 18721 | |
| 2 | 18714 |
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 21287 | |
| b | 20951 | |
| e | 19024 | |
| c | 18973 | |
| d | 18614 | |
| f | 18408 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 40000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 242743 | |
| Latin | 117257 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| - | 40000 | |
| 4 | 28961 | |
| 8 | 21341 | |
| 9 | 21035 | |
| 5 | 18804 | |
| 3 | 18800 | |
| 0 | 18798 | |
| 1 | 18785 | |
| 6 | 18784 | |
| 7 | 18721 |
Latin
| Value | Count | Frequency (%) |
| a | 21287 | |
| b | 20951 | |
| e | 19024 | |
| c | 18973 | |
| d | 18614 | |
| f | 18408 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 360000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| - | 40000 | 11.1% |
| 4 | 28961 | 8.0% |
| 8 | 21341 | 5.9% |
| a | 21287 | 5.9% |
| 9 | 21035 | 5.8% |
| b | 20951 | 5.8% |
| e | 19024 | 5.3% |
| c | 18973 | 5.3% |
| 5 | 18804 | 5.2% |
| 3 | 18800 | 5.2% |
| Other values (7) | 130824 |
Surname
Unsupported
MISSING REJECTED UNSUPPORTED
| Missing | 10000 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 78.2 KiB |
Forename
Unsupported
MISSING REJECTED UNSUPPORTED
| Missing | 10000 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 78.2 KiB |
Middlenames
Unsupported
MISSING REJECTED UNSUPPORTED
| Missing | 10000 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 78.2 KiB |
PreferredSurname
Unsupported
MISSING REJECTED UNSUPPORTED
| Missing | 10000 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 78.2 KiB |
FormerSurname
Unsupported
MISSING REJECTED UNSUPPORTED
| Missing | 10000 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 78.2 KiB |
Gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| M | |
|---|---|
| F |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 10000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | M |
|---|---|
| 2nd row | M |
| 3rd row | M |
| 4th row | M |
| 5th row | F |
Common Values
| Value | Count | Frequency (%) |
| M | 5164 | |
| F | 4836 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| m | 5164 | |
| f | 4836 |
Most occurring characters
| Value | Count | Frequency (%) |
| M | 5164 | |
| F | 4836 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 10000 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 5164 | |
| F | 4836 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 10000 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| M | 5164 | |
| F | 4836 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| M | 5164 | |
| F | 4836 |
DoB
Unsupported
MISSING REJECTED UNSUPPORTED
| Missing | 10000 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 78.2 KiB |
EnrolStatus
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| C | |
|---|---|
| Leaver | |
| M | 103 |
| S | 14 |
Length
| Max length | 6 |
|---|---|
| Median length | 1 |
| Mean length | 1.9975 |
| Min length | 1 |
Characters and Unicode
| Total characters | 19975 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Leaver |
|---|---|
| 2nd row | C |
| 3rd row | C |
| 4th row | C |
| 5th row | C |
Common Values
| Value | Count | Frequency (%) |
| C | 7888 | |
| Leaver | 1995 | 20.0% |
| M | 103 | 1.0% |
| S | 14 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| c | 7888 | |
| leaver | 1995 | 20.0% |
| m | 103 | 1.0% |
| s | 14 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| C | 7888 | |
| e | 3990 | |
| L | 1995 | 10.0% |
| a | 1995 | 10.0% |
| v | 1995 | 10.0% |
| r | 1995 | 10.0% |
| M | 103 | 0.5% |
| S | 14 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 10000 | |
| Lowercase Letter | 9975 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 7888 | |
| L | 1995 | 20.0% |
| M | 103 | 1.0% |
| S | 14 | 0.1% |
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 3990 | |
| a | 1995 | |
| v | 1995 | |
| r | 1995 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 19975 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| C | 7888 | |
| e | 3990 | |
| L | 1995 | 10.0% |
| a | 1995 | 10.0% |
| v | 1995 | 10.0% |
| r | 1995 | 10.0% |
| M | 103 | 0.5% |
| S | 14 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 19975 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| C | 7888 | |
| e | 3990 | |
| L | 1995 | 10.0% |
| a | 1995 | 10.0% |
| v | 1995 | 10.0% |
| r | 1995 | 10.0% |
| M | 103 | 0.5% |
| S | 14 | 0.1% |
EntryDate
Categorical
| Distinct | 381 |
|---|---|
| Distinct (%) | 3.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| 2011-09-07 00:00:00 | |
|---|---|
| 2015-09-04 00:00:00 | |
| 2015-09-03 00:00:00 | |
| 2014-09-04 00:00:00 | 661 |
| 2015-09-01 00:00:00 | 635 |
| Other values (376) |
Length
| Max length | 19 |
|---|---|
| Median length | 19 |
| Mean length | 19 |
| Min length | 19 |
Characters and Unicode
| Total characters | 190000 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 4 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 175 ? |
|---|---|
| Unique (%) | 1.8% |
Sample
| 1st row | 2015-09-03 00:00:00 |
|---|---|
| 2nd row | 2015-09-01 00:00:00 |
| 3rd row | 2015-09-03 00:00:00 |
| 4th row | 2013-09-02 00:00:00 |
| 5th row | 2015-09-01 00:00:00 |
Common Values
| Value | Count | Frequency (%) |
| 2011-09-07 00:00:00 | 689 | 6.9% |
| 2015-09-04 00:00:00 | 674 | 6.7% |
| 2015-09-03 00:00:00 | 669 | 6.7% |
| 2014-09-04 00:00:00 | 661 | 6.6% |
| 2015-09-01 00:00:00 | 635 | 6.3% |
| 2013-09-05 00:00:00 | 631 | 6.3% |
| 2014-09-03 00:00:00 | 603 | 6.0% |
| 2012-09-06 00:00:00 | 584 | 5.8% |
| 2011-09-05 00:00:00 | 565 | 5.7% |
| 2012-09-04 00:00:00 | 478 | 4.8% |
| Other values (371) | 3811 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 00:00:00 | 10000 | |
| 2011-09-07 | 689 | 3.4% |
| 2015-09-04 | 674 | 3.4% |
| 2015-09-03 | 669 | 3.3% |
| 2014-09-04 | 661 | 3.3% |
| 2015-09-01 | 635 | 3.2% |
| 2013-09-05 | 631 | 3.2% |
| 2014-09-03 | 603 | 3.0% |
| 2012-09-06 | 584 | 2.9% |
| 2011-09-05 | 565 | 2.8% |
| Other values (372) | 4289 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 89437 | |
| - | 20000 | 10.5% |
| : | 20000 | 10.5% |
| 1 | 13903 | 7.3% |
| 2 | 12411 | 6.5% |
| 10000 | 5.3% | |
| 9 | 9490 | 5.0% |
| 4 | 4582 | 2.4% |
| 5 | 4146 | 2.2% |
| 3 | 3921 | 2.1% |
| Other values (3) | 2110 | 1.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 140000 | |
| Dash Punctuation | 20000 | 10.5% |
| Other Punctuation | 20000 | 10.5% |
| Space Separator | 10000 | 5.3% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 89437 | |
| 1 | 13903 | 9.9% |
| 2 | 12411 | 8.9% |
| 9 | 9490 | 6.8% |
| 4 | 4582 | 3.3% |
| 5 | 4146 | 3.0% |
| 3 | 3921 | 2.8% |
| 6 | 1199 | 0.9% |
| 7 | 834 | 0.6% |
| 8 | 77 | 0.1% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 20000 |
Other Punctuation
| Value | Count | Frequency (%) |
| : | 20000 |
Space Separator
| Value | Count | Frequency (%) |
| 10000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 190000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 89437 | |
| - | 20000 | 10.5% |
| : | 20000 | 10.5% |
| 1 | 13903 | 7.3% |
| 2 | 12411 | 6.5% |
| 10000 | 5.3% | |
| 9 | 9490 | 5.0% |
| 4 | 4582 | 2.4% |
| 5 | 4146 | 2.2% |
| 3 | 3921 | 2.1% |
| Other values (3) | 2110 | 1.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 190000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 89437 | |
| - | 20000 | 10.5% |
| : | 20000 | 10.5% |
| 1 | 13903 | 7.3% |
| 2 | 12411 | 6.5% |
| 10000 | 5.3% | |
| 9 | 9490 | 5.0% |
| 4 | 4582 | 2.4% |
| 5 | 4146 | 2.2% |
| 3 | 3921 | 2.1% |
| Other values (3) | 2110 | 1.1% |
NCyearActual
Categorical
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| 11 | |
|---|---|
| 9 | |
| 10 | |
| 8 | |
| Leaver | |
| Other values (3) |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.0899 |
| Min length | 1 |
Characters and Unicode
| Total characters | 20899 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Leaver |
|---|---|
| 2nd row | 9 |
| 3rd row | 8 |
| 4th row | 7 |
| 5th row | 11 |
Common Values
| Value | Count | Frequency (%) |
| 11 | 2026 | |
| 9 | 1978 | |
| 10 | 1825 | |
| 8 | 1823 | |
| Leaver | 1270 | |
| 12 | 684 | 6.8% |
| 7 | 380 | 3.8% |
| 13 | 14 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 11 | 2026 | |
| 9 | 1978 | |
| 10 | 1825 | |
| 8 | 1823 | |
| leaver | 1270 | |
| 12 | 684 | 6.8% |
| 7 | 380 | 3.8% |
| 13 | 14 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 6575 | |
| e | 2540 | 12.2% |
| 9 | 1978 | 9.5% |
| 0 | 1825 | 8.7% |
| 8 | 1823 | 8.7% |
| L | 1270 | 6.1% |
| a | 1270 | 6.1% |
| v | 1270 | 6.1% |
| r | 1270 | 6.1% |
| 2 | 684 | 3.3% |
| Other values (2) | 394 | 1.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 13279 | |
| Lowercase Letter | 6350 | |
| Uppercase Letter | 1270 | 6.1% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 6575 | |
| 9 | 1978 | 14.9% |
| 0 | 1825 | 13.7% |
| 8 | 1823 | 13.7% |
| 2 | 684 | 5.2% |
| 7 | 380 | 2.9% |
| 3 | 14 | 0.1% |
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 2540 | |
| a | 1270 | |
| v | 1270 | |
| r | 1270 |
Uppercase Letter
| Value | Count | Frequency (%) |
| L | 1270 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 13279 | |
| Latin | 7620 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 6575 | |
| 9 | 1978 | 14.9% |
| 0 | 1825 | 13.7% |
| 8 | 1823 | 13.7% |
| 2 | 684 | 5.2% |
| 7 | 380 | 2.9% |
| 3 | 14 | 0.1% |
Latin
| Value | Count | Frequency (%) |
| e | 2540 | |
| L | 1270 | |
| a | 1270 | |
| v | 1270 | |
| r | 1270 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 20899 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 6575 | |
| e | 2540 | 12.2% |
| 9 | 1978 | 9.5% |
| 0 | 1825 | 8.7% |
| 8 | 1823 | 8.7% |
| L | 1270 | 6.1% |
| a | 1270 | 6.1% |
| v | 1270 | 6.1% |
| r | 1270 | 6.1% |
| 2 | 684 | 3.3% |
| Other values (2) | 394 | 1.9% |
TermlySessionsPossible
Real number (ℝ)
| Distinct | 87 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 115.697 |
| Minimum | 39 |
|---|---|
| Maximum | 134 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 39 |
|---|---|
| 5-th percentile | 89 |
| Q1 | 108 |
| median | 118 |
| Q3 | 127 |
| 95-th percentile | 133 |
| Maximum | 134 |
| Range | 95 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 13.852624 |
|---|---|
| Coefficient of variation (CV) | 0.11973192 |
| Kurtosis | 1.054176 |
| Mean | 115.697 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | -1.0201068 |
| Sum | 1156970 |
| Variance | 191.89518 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 126 | 361 | 3.6% |
| 130 | 355 | 3.5% |
| 132 | 344 | 3.4% |
| 133 | 336 | 3.4% |
| 131 | 333 | 3.3% |
| 128 | 331 | 3.3% |
| 125 | 329 | 3.3% |
| 129 | 323 | 3.2% |
| 124 | 322 | 3.2% |
| 122 | 315 | 3.1% |
| Other values (77) | 6651 |
| Value | Count | Frequency (%) |
| 39 | 1 | |
| 44 | 1 | |
| 46 | 1 | |
| 47 | 1 | |
| 48 | 1 | |
| 49 | 1 | |
| 51 | 1 | |
| 52 | 2 | |
| 53 | 1 | |
| 55 | 2 |
| Value | Count | Frequency (%) |
| 134 | 196 | |
| 133 | 336 | |
| 132 | 344 | |
| 131 | 333 | |
| 130 | 355 | |
| 129 | 323 | |
| 128 | 331 | |
| 127 | 303 | |
| 126 | 361 | |
| 125 | 329 |
TermlySessionsAuthorised
Real number (ℝ)
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.8384 |
| Minimum | 0 |
|---|---|
| Maximum | 13 |
| Zeros | 1108 |
| Zeros (%) | 11.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 7 |
| Maximum | 13 |
| Range | 13 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.1951691 |
|---|---|
| Coefficient of variation (CV) | 0.77338257 |
| Kurtosis | 0.89356722 |
| Mean | 2.8384 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.97441937 |
| Sum | 28384 |
| Variance | 4.8187673 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 1 | 2161 | |
| 2 | 1901 | |
| 3 | 1616 | |
| 4 | 1129 | |
| 0 | 1108 | |
| 5 | 846 | 8.5% |
| 6 | 531 | 5.3% |
| 7 | 343 | 3.4% |
| 8 | 198 | 2.0% |
| 9 | 84 | 0.8% |
| Other values (4) | 83 | 0.8% |
| Value | Count | Frequency (%) |
| 0 | 1108 | |
| 1 | 2161 | |
| 2 | 1901 | |
| 3 | 1616 | |
| 4 | 1129 | |
| 5 | 846 | 8.5% |
| 6 | 531 | 5.3% |
| 7 | 343 | 3.4% |
| 8 | 198 | 2.0% |
| 9 | 84 | 0.8% |
| Value | Count | Frequency (%) |
| 13 | 4 | < 0.1% |
| 12 | 16 | 0.2% |
| 11 | 26 | 0.3% |
| 10 | 37 | 0.4% |
| 9 | 84 | 0.8% |
| 8 | 198 | 2.0% |
| 7 | 343 | 3.4% |
| 6 | 531 | |
| 5 | 846 | |
| 4 | 1129 |
TermlySessionsUnauthorised
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 10000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 8994 | |
| 1 | 1006 | 10.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 8994 | |
| 1 | 1006 | 10.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 8994 | |
| 1 | 1006 | 10.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 10000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 8994 | |
| 1 | 1006 | 10.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 10000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 8994 | |
| 1 | 1006 | 10.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 8994 | |
| 1 | 1006 | 10.1% |
T_Reason_I
Real number (ℝ)
| Distinct | 33 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.6542 |
| Minimum | 0 |
|---|---|
| Maximum | 33 |
| Zeros | 515 |
| Zeros (%) | 5.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 6 |
| Q3 | 10 |
| 95-th percentile | 16 |
| Maximum | 33 |
| Range | 33 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 5.0823228 |
|---|---|
| Coefficient of variation (CV) | 0.76377669 |
| Kurtosis | 0.85774303 |
| Mean | 6.6542 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.98632453 |
| Sum | 66542 |
| Variance | 25.830005 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=33)
| Value | Count | Frequency (%) |
| 2 | 956 | 9.6% |
| 1 | 930 | 9.3% |
| 3 | 879 | 8.8% |
| 4 | 857 | 8.6% |
| 5 | 782 | 7.8% |
| 6 | 723 | 7.2% |
| 7 | 655 | 6.6% |
| 8 | 616 | 6.2% |
| 0 | 515 | 5.1% |
| 9 | 499 | 5.0% |
| Other values (23) | 2588 |
| Value | Count | Frequency (%) |
| 0 | 515 | |
| 1 | 930 | |
| 2 | 956 | |
| 3 | 879 | |
| 4 | 857 | |
| 5 | 782 | |
| 6 | 723 | |
| 7 | 655 | |
| 8 | 616 | |
| 9 | 499 |
| Value | Count | Frequency (%) |
| 33 | 1 | < 0.1% |
| 32 | 1 | < 0.1% |
| 30 | 3 | < 0.1% |
| 29 | 2 | < 0.1% |
| 28 | 3 | < 0.1% |
| 27 | 9 | 0.1% |
| 26 | 8 | 0.1% |
| 25 | 9 | 0.1% |
| 24 | 12 | |
| 23 | 27 |
T_Reason_M
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.5307 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 2088 |
| Zeros (%) | 20.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.2358844 |
|---|---|
| Coefficient of variation (CV) | 0.80739818 |
| Kurtosis | 0.72154673 |
| Mean | 1.5307 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.84852679 |
| Sum | 15307 |
| Variance | 1.5274103 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 1 | 3484 | |
| 2 | 2447 | |
| 0 | 2088 | |
| 3 | 1264 | 12.6% |
| 4 | 514 | 5.1% |
| 5 | 151 | 1.5% |
| 6 | 39 | 0.4% |
| 7 | 12 | 0.1% |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 2088 | |
| 1 | 3484 | |
| 2 | 2447 | |
| 3 | 1264 | 12.6% |
| 4 | 514 | 5.1% |
| 5 | 151 | 1.5% |
| 6 | 39 | 0.4% |
| 7 | 12 | 0.1% |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 1 | < 0.1% |
| 7 | 12 | 0.1% |
| 6 | 39 | 0.4% |
| 5 | 151 | 1.5% |
| 4 | 514 | 5.1% |
| 3 | 1264 | 12.6% |
| 2 | 2447 | |
| 1 | 3484 | |
| 0 | 2088 |
T_Reason_R
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 125 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 10000 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 5982 | |
| 1 | 3893 | |
| 2 | 125 | 1.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 5982 | |
| 1 | 3893 | |
| 2 | 125 | 1.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 5982 | |
| 1 | 3893 | |
| 2 | 125 | 1.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 10000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 5982 | |
| 1 | 3893 | |
| 2 | 125 | 1.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 10000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 5982 | |
| 1 | 3893 | |
| 2 | 125 | 1.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 5982 | |
| 1 | 3893 | |
| 2 | 125 | 1.2% |
T_Reason_S
Real number (ℝ)
| Distinct | 57 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.0879 |
| Minimum | 0 |
|---|---|
| Maximum | 62 |
| Zeros | 246 |
| Zeros (%) | 2.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 5 |
| median | 11 |
| Q3 | 19 |
| 95-th percentile | 32 |
| Maximum | 62 |
| Range | 62 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 9.8321636 |
|---|---|
| Coefficient of variation (CV) | 0.75124073 |
| Kurtosis | 0.75035047 |
| Mean | 13.0879 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.96883114 |
| Sum | 130879 |
| Variance | 96.671441 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 505 | 5.1% |
| 2 | 476 | 4.8% |
| 8 | 466 | 4.7% |
| 5 | 460 | 4.6% |
| 6 | 456 | 4.6% |
| 3 | 451 | 4.5% |
| 4 | 448 | 4.5% |
| 7 | 436 | 4.4% |
| 10 | 411 | 4.1% |
| 9 | 404 | 4.0% |
| Other values (47) | 5487 |
| Value | Count | Frequency (%) |
| 0 | 246 | |
| 1 | 505 | |
| 2 | 476 | |
| 3 | 451 | |
| 4 | 448 | |
| 5 | 460 | |
| 6 | 456 | |
| 7 | 436 | |
| 8 | 466 | |
| 9 | 404 |
| Value | Count | Frequency (%) |
| 62 | 1 | < 0.1% |
| 55 | 2 | < 0.1% |
| 54 | 3 | < 0.1% |
| 53 | 3 | < 0.1% |
| 52 | 5 | |
| 51 | 6 | |
| 50 | 2 | < 0.1% |
| 49 | 6 | |
| 48 | 7 | |
| 47 | 9 |
T_Reason_T
Real number (ℝ)
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.3117 |
| Minimum | 0 |
|---|---|
| Maximum | 7 |
| Zeros | 2399 |
| Zeros (%) | 24.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.0802128 |
|---|---|
| Coefficient of variation (CV) | 0.82352127 |
| Kurtosis | 0.63202708 |
| Mean | 1.3117 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.81073873 |
| Sum | 13117 |
| Variance | 1.1668598 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 1 | 3877 | |
| 0 | 2399 | |
| 2 | 2396 | |
| 3 | 957 | 9.6% |
| 4 | 290 | 2.9% |
| 5 | 70 | 0.7% |
| 6 | 10 | 0.1% |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 2399 | |
| 1 | 3877 | |
| 2 | 2396 | |
| 3 | 957 | 9.6% |
| 4 | 290 | 2.9% |
| 5 | 70 | 0.7% |
| 6 | 10 | 0.1% |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 7 | 1 | < 0.1% |
| 6 | 10 | 0.1% |
| 5 | 70 | 0.7% |
| 4 | 290 | 2.9% |
| 3 | 957 | 9.6% |
| 2 | 2396 | |
| 1 | 3877 | |
| 0 | 2399 |
T_Reason_H
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| 1 | |
|---|---|
| 0 | |
| 2 | |
| 3 | 121 |
| 4 | 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 10000 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 4814 | |
| 0 | 3892 | |
| 2 | 1171 | 11.7% |
| 3 | 121 | 1.2% |
| 4 | 2 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 4814 | |
| 0 | 3892 | |
| 2 | 1171 | 11.7% |
| 3 | 121 | 1.2% |
| 4 | 2 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 4814 | |
| 0 | 3892 | |
| 2 | 1171 | 11.7% |
| 3 | 121 | 1.2% |
| 4 | 2 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 10000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 4814 | |
| 0 | 3892 | |
| 2 | 1171 | 11.7% |
| 3 | 121 | 1.2% |
| 4 | 2 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 10000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 4814 | |
| 0 | 3892 | |
| 2 | 1171 | 11.7% |
| 3 | 121 | 1.2% |
| 4 | 2 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 4814 | |
| 0 | 3892 | |
| 2 | 1171 | 11.7% |
| 3 | 121 | 1.2% |
| 4 | 2 | < 0.1% |
T_Reason_E
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.6331 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 1870 |
| Zeros (%) | 18.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.2912208 |
|---|---|
| Coefficient of variation (CV) | 0.79065629 |
| Kurtosis | 0.78552855 |
| Mean | 1.6331 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.87180537 |
| Sum | 16331 |
| Variance | 1.6672511 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 1 | 3448 | |
| 2 | 2430 | |
| 0 | 1870 | |
| 3 | 1370 | 13.7% |
| 4 | 602 | 6.0% |
| 5 | 199 | 2.0% |
| 6 | 61 | 0.6% |
| 7 | 16 | 0.2% |
| 8 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1870 | |
| 1 | 3448 | |
| 2 | 2430 | |
| 3 | 1370 | 13.7% |
| 4 | 602 | 6.0% |
| 5 | 199 | 2.0% |
| 6 | 61 | 0.6% |
| 7 | 16 | 0.2% |
| 8 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 4 | < 0.1% |
| 7 | 16 | 0.2% |
| 6 | 61 | 0.6% |
| 5 | 199 | 2.0% |
| 4 | 602 | 6.0% |
| 3 | 1370 | 13.7% |
| 2 | 2430 | |
| 1 | 3448 | |
| 0 | 1870 |
T_Reason_C
Real number (ℝ)
| Distinct | 19 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.9619 |
| Minimum | 0 |
|---|---|
| Maximum | 18 |
| Zeros | 821 |
| Zeros (%) | 8.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 6 |
| 95-th percentile | 10 |
| Maximum | 18 |
| Range | 18 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.0341669 |
|---|---|
| Coefficient of variation (CV) | 0.76583633 |
| Kurtosis | 0.72029563 |
| Mean | 3.9619 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.9688892 |
| Sum | 39619 |
| Variance | 9.206169 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 2 | 1527 | |
| 1 | 1510 | |
| 3 | 1376 | |
| 4 | 1133 | |
| 5 | 964 | |
| 0 | 821 | |
| 6 | 762 | |
| 7 | 587 | 5.9% |
| 8 | 420 | 4.2% |
| 9 | 320 | 3.2% |
| Other values (9) | 580 | 5.8% |
| Value | Count | Frequency (%) |
| 0 | 821 | |
| 1 | 1510 | |
| 2 | 1527 | |
| 3 | 1376 | |
| 4 | 1133 | |
| 5 | 964 | |
| 6 | 762 | |
| 7 | 587 | 5.9% |
| 8 | 420 | 4.2% |
| 9 | 320 | 3.2% |
| Value | Count | Frequency (%) |
| 18 | 1 | < 0.1% |
| 17 | 3 | < 0.1% |
| 16 | 6 | 0.1% |
| 15 | 21 | 0.2% |
| 14 | 45 | 0.4% |
| 13 | 55 | 0.5% |
| 12 | 104 | 1.0% |
| 11 | 131 | |
| 10 | 214 | |
| 9 | 320 |
T_Reason_G
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.5079 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 2024 |
| Zeros (%) | 20.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.2037784 |
|---|---|
| Coefficient of variation (CV) | 0.79831449 |
| Kurtosis | 0.52727066 |
| Mean | 1.5079 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.82835902 |
| Sum | 15079 |
| Variance | 1.4490825 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 1 | 3661 | |
| 2 | 2441 | |
| 0 | 2024 | |
| 3 | 1193 | 11.9% |
| 4 | 484 | 4.8% |
| 5 | 161 | 1.6% |
| 6 | 36 | 0.4% |
| Value | Count | Frequency (%) |
| 0 | 2024 | |
| 1 | 3661 | |
| 2 | 2441 | |
| 3 | 1193 | 11.9% |
| 4 | 484 | 4.8% |
| 5 | 161 | 1.6% |
| 6 | 36 | 0.4% |
| Value | Count | Frequency (%) |
| 6 | 36 | 0.4% |
| 5 | 161 | 1.6% |
| 4 | 484 | 4.8% |
| 3 | 1193 | 11.9% |
| 2 | 2441 | |
| 1 | 3661 | |
| 0 | 2024 |
T_Reason_U
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 288 |
| 3 | 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 10000 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 5266 | |
| 1 | 4444 | |
| 2 | 288 | 2.9% |
| 3 | 2 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 5266 | |
| 1 | 4444 | |
| 2 | 288 | 2.9% |
| 3 | 2 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 5266 | |
| 1 | 4444 | |
| 2 | 288 | 2.9% |
| 3 | 2 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 10000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 5266 | |
| 1 | 4444 | |
| 2 | 288 | 2.9% |
| 3 | 2 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 10000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 5266 | |
| 1 | 4444 | |
| 2 | 288 | 2.9% |
| 3 | 2 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 5266 | |
| 1 | 4444 | |
| 2 | 288 | 2.9% |
| 3 | 2 | < 0.1% |
T_Reason_O
Real number (ℝ)
| Distinct | 30 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.9177 |
| Minimum | 0 |
|---|---|
| Maximum | 29 |
| Zeros | 538 |
| Zeros (%) | 5.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 5 |
| Q3 | 9 |
| 95-th percentile | 14 |
| Maximum | 29 |
| Range | 29 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 4.4398759 |
|---|---|
| Coefficient of variation (CV) | 0.75027053 |
| Kurtosis | 0.69199477 |
| Mean | 5.9177 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.94045584 |
| Sum | 59177 |
| Variance | 19.712498 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) |
| 1 | 1047 | |
| 2 | 1012 | |
| 3 | 987 | |
| 4 | 932 | |
| 5 | 887 | |
| 6 | 784 | 7.8% |
| 7 | 662 | 6.6% |
| 8 | 623 | 6.2% |
| 9 | 542 | 5.4% |
| 0 | 538 | 5.4% |
| Other values (20) | 1986 |
| Value | Count | Frequency (%) |
| 0 | 538 | |
| 1 | 1047 | |
| 2 | 1012 | |
| 3 | 987 | |
| 4 | 932 | |
| 5 | 887 | |
| 6 | 784 | |
| 7 | 662 | |
| 8 | 623 | |
| 9 | 542 |
| Value | Count | Frequency (%) |
| 29 | 1 | < 0.1% |
| 28 | 1 | < 0.1% |
| 27 | 1 | < 0.1% |
| 26 | 1 | < 0.1% |
| 25 | 2 | < 0.1% |
| 24 | 3 | < 0.1% |
| 23 | 7 | 0.1% |
| 22 | 15 | |
| 21 | 19 | |
| 20 | 23 |
T_Reason_N
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 10000 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 7381 | |
| 1 | 2618 | 26.2% |
| 2 | 1 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 7381 | |
| 1 | 2618 | 26.2% |
| 2 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 7381 | |
| 1 | 2618 | 26.2% |
| 2 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 10000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 7381 | |
| 1 | 2618 | 26.2% |
| 2 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 10000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 7381 | |
| 1 | 2618 | 26.2% |
| 2 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 7381 | |
| 1 | 2618 | 26.2% |
| 2 | 1 | < 0.1% |
| Estab | TermlySessionsPossible | TermlySessionsAuthorised | T_Reason_I | T_Reason_M | T_Reason_S | T_Reason_T | T_Reason_E | T_Reason_C | T_Reason_G | T_Reason_O | Gender | EnrolStatus | NCyearActual | TermlySessionsUnauthorised | T_Reason_R | T_Reason_H | T_Reason_U | T_Reason_N | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Estab | 1.000 | 0.052 | 0.000 | 0.086 | 0.116 | -0.075 | 0.002 | 0.006 | -0.039 | 0.022 | -0.083 | 0.000 | 0.041 | 0.000 | 0.019 | 0.040 | 0.030 | 0.026 | 0.101 |
| TermlySessionsPossible | 0.052 | 1.000 | -0.076 | 0.103 | 0.061 | -0.411 | -0.009 | -0.060 | -0.052 | 0.041 | -0.020 | 0.032 | 0.128 | 0.128 | 0.000 | 0.022 | 0.000 | 0.017 | 0.036 |
| TermlySessionsAuthorised | 0.000 | -0.076 | 1.000 | -0.143 | -0.077 | -0.032 | -0.002 | -0.012 | -0.059 | -0.011 | -0.071 | 0.082 | 0.032 | 0.019 | 0.092 | 0.002 | 0.000 | 0.026 | 0.000 |
| T_Reason_I | 0.086 | 0.103 | -0.143 | 1.000 | 0.191 | -0.132 | 0.013 | 0.034 | 0.069 | -0.020 | 0.087 | 0.027 | 0.023 | 0.027 | 0.000 | 0.042 | 0.012 | 0.034 | 0.017 |
| T_Reason_M | 0.116 | 0.061 | -0.077 | 0.191 | 1.000 | -0.100 | 0.002 | 0.012 | 0.061 | 0.021 | 0.038 | 0.043 | 0.005 | 0.006 | 0.000 | 0.028 | 0.019 | 0.024 | 0.032 |
| T_Reason_S | -0.075 | -0.411 | -0.032 | -0.132 | -0.100 | 1.000 | 0.005 | -0.050 | -0.024 | -0.071 | -0.062 | 0.024 | 0.128 | 0.220 | 0.000 | 0.063 | 0.000 | 0.000 | 0.010 |
| T_Reason_T | 0.002 | -0.009 | -0.002 | 0.013 | 0.002 | 0.005 | 1.000 | 0.015 | 0.028 | 0.019 | 0.025 | 0.000 | 0.000 | 0.000 | 0.024 | 0.008 | 0.000 | 0.000 | 0.015 |
| T_Reason_E | 0.006 | -0.060 | -0.012 | 0.034 | 0.012 | -0.050 | 0.015 | 1.000 | 0.110 | 0.014 | 0.129 | 0.030 | 0.025 | 0.000 | 0.000 | 0.023 | 0.047 | 0.035 | 0.000 |
| T_Reason_C | -0.039 | -0.052 | -0.059 | 0.069 | 0.061 | -0.024 | 0.028 | 0.110 | 1.000 | 0.008 | 0.139 | 0.000 | 0.016 | 0.022 | 0.000 | 0.000 | 0.010 | 0.032 | 0.000 |
| T_Reason_G | 0.022 | 0.041 | -0.011 | -0.020 | 0.021 | -0.071 | 0.019 | 0.014 | 0.008 | 1.000 | 0.041 | 0.000 | 0.008 | 0.003 | 0.000 | 0.026 | 0.028 | 0.002 | 0.005 |
| T_Reason_O | -0.083 | -0.020 | -0.071 | 0.087 | 0.038 | -0.062 | 0.025 | 0.129 | 0.139 | 0.041 | 1.000 | 0.000 | 0.036 | 0.000 | 0.000 | 0.073 | 0.000 | 0.095 | 0.017 |
| Gender | 0.000 | 0.032 | 0.082 | 0.027 | 0.043 | 0.024 | 0.000 | 0.030 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| EnrolStatus | 0.041 | 0.128 | 0.032 | 0.023 | 0.005 | 0.128 | 0.000 | 0.025 | 0.016 | 0.008 | 0.036 | 0.000 | 1.000 | 0.093 | 0.000 | 0.032 | 0.000 | 0.000 | 0.012 |
| NCyearActual | 0.000 | 0.128 | 0.019 | 0.027 | 0.006 | 0.220 | 0.000 | 0.000 | 0.022 | 0.003 | 0.000 | 0.000 | 0.093 | 1.000 | 0.000 | 0.061 | 0.000 | 0.000 | 0.000 |
| TermlySessionsUnauthorised | 0.019 | 0.000 | 0.092 | 0.000 | 0.000 | 0.000 | 0.024 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.006 | 0.000 | 0.000 |
| T_Reason_R | 0.040 | 0.022 | 0.002 | 0.042 | 0.028 | 0.063 | 0.008 | 0.023 | 0.000 | 0.026 | 0.073 | 0.000 | 0.032 | 0.061 | 0.000 | 1.000 | 0.000 | 0.010 | 0.027 |
| T_Reason_H | 0.030 | 0.000 | 0.000 | 0.012 | 0.019 | 0.000 | 0.000 | 0.047 | 0.010 | 0.028 | 0.000 | 0.000 | 0.000 | 0.000 | 0.006 | 0.000 | 1.000 | 0.000 | 0.000 |
| T_Reason_U | 0.026 | 0.017 | 0.026 | 0.034 | 0.024 | 0.000 | 0.000 | 0.035 | 0.032 | 0.002 | 0.095 | 0.000 | 0.000 | 0.000 | 0.000 | 0.010 | 0.000 | 1.000 | 0.000 |
| T_Reason_N | 0.101 | 0.036 | 0.000 | 0.017 | 0.032 | 0.010 | 0.015 | 0.000 | 0.000 | 0.005 | 0.017 | 0.000 | 0.012 | 0.000 | 0.000 | 0.027 | 0.000 | 0.000 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| Estab | UPN | Surname | Forename | Middlenames | PreferredSurname | FormerSurname | Gender | DoB | EnrolStatus | EntryDate | NCyearActual | TermlySessionsPossible | TermlySessionsAuthorised | TermlySessionsUnauthorised | T_Reason_I | T_Reason_M | T_Reason_R | T_Reason_S | T_Reason_T | T_Reason_H | T_Reason_E | T_Reason_C | T_Reason_G | T_Reason_U | T_Reason_O | T_Reason_N | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 189877 | 8e723ac2-3b26-497b-b5a9-601a01de2bfc | NaN | NaN | NaN | NaN | NaN | M | NaN | Leaver | 2015-09-03 00:00:00 | Leaver | 124 | 3 | 0 | 9 | 2 | 0 | 14 | 1 | 1 | 6 | 1 | 1 | 1 | 8 | 1 |
| 1 | 254044 | b13d4cd0-492b-46d7-bc6f-f9e0d8ca2dc2 | NaN | NaN | NaN | NaN | NaN | M | NaN | C | 2015-09-01 00:00:00 | 9 | 121 | 1 | 0 | 3 | 1 | 1 | 18 | 0 | 1 | 1 | 7 | 1 | 1 | 10 | 0 |
| 2 | 212723 | 570fcc9e-3ed9-41a8-9c72-962ae82e4158 | NaN | NaN | NaN | NaN | NaN | M | NaN | C | 2015-09-03 00:00:00 | 8 | 121 | 2 | 0 | 12 | 1 | 0 | 13 | 2 | 1 | 1 | 1 | 0 | 1 | 13 | 0 |
| 3 | 204007 | 6d69c5f6-0e16-423f-8998-35ee0bc5f4d6 | NaN | NaN | NaN | NaN | NaN | M | NaN | C | 2013-09-02 00:00:00 | 7 | 134 | 3 | 0 | 13 | 1 | 1 | 0 | 1 | 2 | 0 | 3 | 3 | 0 | 1 | 1 |
| 4 | 239414 | 45d9387d-8872-4181-bf76-de60d6c44185 | NaN | NaN | NaN | NaN | NaN | F | NaN | C | 2015-09-01 00:00:00 | 11 | 114 | 1 | 0 | 8 | 1 | 0 | 22 | 0 | 2 | 1 | 0 | 0 | 1 | 0 | 0 |
| 5 | 148342 | cfa3bc9f-2101-4e0d-9a4a-d5d27aba936b | NaN | NaN | NaN | NaN | NaN | F | NaN | C | 2013-09-04 00:00:00 | 12 | 104 | 3 | 0 | 1 | 1 | 1 | 41 | 1 | 1 | 3 | 11 | 2 | 1 | 12 | 0 |
| 6 | 212450 | 0b6c00bb-c3d4-42ce-881f-d95fbce101e1 | NaN | NaN | NaN | NaN | NaN | F | NaN | C | 2011-09-07 00:00:00 | 10 | 115 | 2 | 0 | 7 | 2 | 2 | 4 | 2 | 0 | 3 | 1 | 2 | 0 | 5 | 1 |
| 7 | 132549 | 8e927d21-c8a5-4313-8d2b-218dc081a52c | NaN | NaN | NaN | NaN | NaN | M | NaN | C | 2014-09-04 00:00:00 | 10 | 131 | 1 | 0 | 0 | 0 | 0 | 5 | 2 | 1 | 0 | 2 | 0 | 0 | 12 | 0 |
| 8 | 238012 | 91a9a14a-122a-4439-8aea-3f77973724f4 | NaN | NaN | NaN | NaN | NaN | F | NaN | C | 2014-09-04 00:00:00 | Leaver | 117 | 4 | 0 | 13 | 4 | 0 | 10 | 2 | 1 | 0 | 8 | 3 | 0 | 1 | 1 |
| 9 | 197670 | 32f2bdab-3c4d-44f9-8f04-e98136270fe5 | NaN | NaN | NaN | NaN | NaN | M | NaN | C | 2014-09-01 00:00:00 | 12 | 124 | 5 | 0 | 3 | 2 | 1 | 16 | 4 | 0 | 0 | 4 | 2 | 1 | 9 | 0 |
| Estab | UPN | Surname | Forename | Middlenames | PreferredSurname | FormerSurname | Gender | DoB | EnrolStatus | EntryDate | NCyearActual | TermlySessionsPossible | TermlySessionsAuthorised | TermlySessionsUnauthorised | T_Reason_I | T_Reason_M | T_Reason_R | T_Reason_S | T_Reason_T | T_Reason_H | T_Reason_E | T_Reason_C | T_Reason_G | T_Reason_U | T_Reason_O | T_Reason_N | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 9990 | 172775 | c261c860-a1aa-4abe-bc7d-0555479cbe60 | NaN | NaN | NaN | NaN | NaN | M | NaN | Leaver | 2015-09-01 00:00:00 | 8 | 97 | 5 | 0 | 2 | 0 | 0 | 10 | 2 | 1 | 1 | 1 | 2 | 1 | 2 | 0 |
| 9991 | 173204 | 252d1cb9-58b8-4935-a8e2-7288acf3d246 | NaN | NaN | NaN | NaN | NaN | M | NaN | C | 2012-09-01 00:00:00 | 10 | 131 | 2 | 0 | 7 | 2 | 0 | 16 | 1 | 2 | 1 | 4 | 1 | 1 | 9 | 0 |
| 9992 | 179732 | 9adc9e8b-9097-465b-a77c-6759afe0a2fa | NaN | NaN | NaN | NaN | NaN | F | NaN | C | 2014-09-04 00:00:00 | 8 | 133 | 4 | 0 | 7 | 1 | 0 | 1 | 1 | 0 | 3 | 4 | 2 | 0 | 1 | 0 |
| 9993 | 209685 | 08ec7c6c-5ddc-4de7-8178-0e0c8237cc44 | NaN | NaN | NaN | NaN | NaN | M | NaN | Leaver | 2014-09-04 00:00:00 | 10 | 109 | 3 | 0 | 1 | 1 | 0 | 7 | 2 | 1 | 0 | 0 | 0 | 0 | 7 | 0 |
| 9994 | 170687 | 7c998a8b-293d-4558-9258-793bf7fcb7e4 | NaN | NaN | NaN | NaN | NaN | F | NaN | C | 2013-09-05 00:00:00 | 10 | 99 | 3 | 0 | 1 | 1 | 0 | 17 | 3 | 1 | 2 | 2 | 1 | 0 | 1 | 0 |
| 9995 | 156660 | 482cb923-522d-481d-8299-f1964cc41e16 | NaN | NaN | NaN | NaN | NaN | M | NaN | C | 2015-09-03 00:00:00 | 7 | 131 | 3 | 0 | 23 | 2 | 0 | 6 | 0 | 2 | 1 | 2 | 1 | 0 | 6 | 0 |
| 9996 | 181010 | cd97265d-1a90-4c21-b49b-967e450a97c8 | NaN | NaN | NaN | NaN | NaN | M | NaN | C | 2011-09-05 00:00:00 | 11 | 105 | 1 | 0 | 13 | 1 | 1 | 20 | 0 | 2 | 1 | 7 | 1 | 0 | 1 | 0 |
| 9997 | 208087 | 4c8817db-cf4b-45b0-a484-7f72ebf1ee15 | NaN | NaN | NaN | NaN | NaN | F | NaN | C | 2015-09-03 00:00:00 | 10 | 95 | 0 | 0 | 12 | 2 | 0 | 27 | 0 | 0 | 1 | 2 | 1 | 1 | 2 | 0 |
| 9998 | 149303 | b980fd4f-c65a-4869-9a31-b0fd4269413b | NaN | NaN | NaN | NaN | NaN | M | NaN | C | 2015-09-03 00:00:00 | 7 | 133 | 1 | 0 | 3 | 6 | 1 | 2 | 1 | 1 | 0 | 3 | 1 | 0 | 11 | 0 |
| 9999 | 222308 | 79b842c3-bb32-49fe-9c52-e0bc47afa759 | NaN | NaN | NaN | NaN | NaN | F | NaN | Leaver | 2014-09-02 00:00:00 | 10 | 128 | 7 | 0 | 9 | 2 | 0 | 5 | 1 | 1 | 2 | 3 | 1 | 0 | 0 | 0 |